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Edge AI for Spatial Computing:
A key metaverse enabler?
TiiQuTalks Event
May 11 Wed, 2022,
17:00 – 18:30 BST (UK) / 12:00 – 13:30 EST (US)
Edge Artificial Intelligence (Edge AI) is the future of Artificial Intelligence What it simply
Edge Artificial Intelligence (Edge AI) is the future of Artificial Intelligence. What it simply
means is in Edge AI, the AI algorithms are processed at the local level i.e., Edge AI takes and
processed the data to the nearest point of user interaction whether it be a computer or an
Edge server, or any other device. Spatial computing is the digitization of physical world to
form a digitally represented real world in which human can interaction with machines, people,
objects, and the environments. Thus, the spatial computing is the next step in the ongoing
convergence of the physical and digital worlds. Metaverse is a new digital revolution that
combines physical and digital space to form an immersive and augmented metaverse space.
Metaverse has the potential to become a multi trillion-dollar part of the world economy. We
will explore potential synergetic integration of Edge AI spatial computing and metaverse in
will explore potential synergetic integration of Edge AI, spatial computing, and metaverse in
this event.
Agenda:
Subjectmatterexpertswilldiscuss:
1 Wh t th d i f d ti d d AI?
1.WhatarethedriversofedgecomputingandedgeAI?
2.HowedgeAIcanbeintegratedwithIoT,blockchain,and5G?
3.WhichisthebestIndustry-wideedgeAIusecase?
4.Whatisthespatialcomputing?
Howspatialcomputingcanbeintegratedwithextendedreality?
p p g g y
5.HowedgeAIisrelatedtothespatialcomputing?
6.HowedgeAIbasedspatialcomputingcansupportmetaverseapplications?
Edge computing refers to the transition of compute and storage resources
closer to endpoint devices in order to reduce application latency improve
Edge Computing Introduction
closer to endpoint devices in order to reduce application latency, improve
service capabilities, and improve compliance with security or data privacy
requirements.
Edge computing provides a cloud-like distributed service that offers
orchestration and management for applications among many types of storage
and compute resources. As a result, some implementations of edge computing
have been referred to as the edge cloud.
Edge computing is a distributed computing paradigm: computation is
f d di ib d d i d k d i d
performed on distributed device nodes known as smart devices or edge
devices.
Edge computing is critical to the realization of physical computing (e g IoT)
Edge computing is critical to the realization of physical computing (e.g., IoT),
smart cities, ubiquitous computing, augmented reality and digital transactions.
Edge AI is the deployment of AI applications on the edge computing devices.
Edge AI Introduction
Edge AI provides a privacy-preserving federated learning:
A federated learning system trains a machine learning model based on data
generated from large numbers of users interacting with their devices while the
generated from large numbers of users interacting with their devices while the
users maintain their data locally in their devices.
Edge AI provides a blockchain-based decentralized parallel edge machine
Edge AI provides a blockchain-based decentralized parallel edge machine
learning: machine learning that is performed at blockcahin nodes where local
training datasets are generated to build AI models.
Spatial computing extends computing power into the space around us to
provide the new experiences through interaction with the spatial objects and
Spatial Computing Introduction
provide the new experiences through interaction with the spatial objects and
environments.
According to Wikipedia, spatial computing is the digitalization of physical world
According to Wikipedia, spatial computing is the digitalization of physical world
to form a digitally represented real world in which human can interaction with
machines, people, objects, and the environments. Thus, the spatial computing
is the next step in the ongoing convergence of the physical and digital worlds.
Spatial computing integrates reality technologies like virtual reality (VR) and
augmented reality (AR) to interface with both the virtual and the physical world
at the same time.
Spatial computing can provide 3D models for building a metaverse world: 3D
models can be produced by scanning real world objects and mapping the
models can be produced by scanning real-world objects and mapping the
locations and space.
Edge AI for the spatial computing enables the spatial computing power with
Edge AI for the spatial computing enables the spatial computing power with
contextual intelligence: contextually aware interaction with a metaverse world.
The Metaverse architecture features the immersive and real-time physical-
virtual world interaction supported by the metaverse technical engine layer. The
Metaverse Infrastructure/System Architecture
pp y g y
supporting metaverse infrastructure ensures that the metaverse is scalable,
enables ubiquitous access, and is trustworthy for users.
Source. Realizing the Metaverse with Edge Intelligence: https://arxiv.org/pdf/2201.01634v1.pdf
Reference: Metaverse Present and Future Infographics
Metaverse = Physical + Virtual Converged World
Metaverse = Physical + Virtual Converged World
Physical World
Physical World
( )
( ) S ( )
S ( )
Virtual World
Virtual World
Vi li
Vi li [
[N
N Ti (A )
Ti (A ) N
N S (Di i l
S (Di i l
People can interact freely in a
People can interact freely in a
variety of ways and forms with
variety of ways and forms with
one another, digital objects,
one another, digital objects,
robots and environments for a
robots and environments for a
Technology Innovation
Technology Innovation
Reality Technology Innovation
Reality Technology Innovation
Reality Technology Innovation
Reality Technology Innovation
Reality: [
Reality: [Time (Events)
Time (Events) –
– Space (Places)
Space (Places) –
–
Matter (Substances)
Matter (Substances)]
]
Virtuality
Virtuality [
[No
No-
-Time (Autonomous)
Time (Autonomous) –
– No
No-
-Space (Digital
Space (Digital
Places)
Places) –
– No
No-
-Matter (Dematerialization)
Matter (Dematerialization)]
]
Me
Me
Surrogate
Surrogate
Robot
Robot
robots, and environments for a
robots, and environments for a
variety of
variety of metaverse
metaverse
experiences
experiences:
:
Immersive experience
Enhanced emotional
(fantasy/sensation/sense of
presence) experience
NFT
NFT
Creator Economy
Creator Economy Virtual Goods/Land Sale
Virtual Goods/Land Sale
XR Devices, HCI, Digital Senses
XR Devices, HCI, Digital Senses
XR Devices, HCI, Digital Senses
XR Devices, HCI, Digital Senses
You
You
Digital People/Objects/Places/Environments
Digital People/Objects/Places/Environments
Digital Me (Avatar)
Digital Me (Avatar) Digital You
Digital You
Active interaction experience
Real to virtual/Virtual to real
cross connected experience
Creative community
participation (co-creation)
experience
commerce/monetization
AI Digital Human Innovation
AI Digital Human Innovation
AI Digital Human Innovation
AI Digital Human Innovation
Augmented
Augmented Virtuality
Virtuality: [
: [No
No-
-Time (Autonomous)
Time (Autonomous) –
– No
No-
-Space (Digital
Space (Digital
Places)
Places) –
– Matter (Substances)
Matter (Substances)]
]
Augmented
Augmented Virtuality
Virtuality: [
: [No
No-
-Time (Autonomous)
Time (Autonomous) –
– No
No-
-Space (Digital
Space (Digital
Places)
Places) –
– Matter (Substances)
Matter (Substances)]
]
Augmented Reality:
Augmented Reality:
[
[Time (Events)
Time (Events) –
– Space
Space
(Places)
(Places) –
– No
No-
-Matter
Matter
(Dematerialization)
(Dematerialization)]
]
Augmented Reality:
Augmented Reality:
[
[Time (Events)
Time (Events) –
– Space
Space
(Places)
(Places) –
– No
No-
-Matter
Matter
(Dematerialization)
(Dematerialization)]
]
Physical Twin
Physical Twin Digital Twin
Digital Twin
3D GPS NAVI
3D GPS NAVI
commerce/monetization
experience
Massive sharing/engagement
experience
Metaverse
Metaverse Tour
Tour
Metaverse
Metaverse Applications
Applications
ICT/Digital Technology Innovation
ICT/Digital Technology Innovation
ICT/Digital Technology Innovation
ICT/Digital Technology Innovation
5G
5G
IoT
IoT
Spatial
C i
C i
5G
5G
IoT
IoT
Spatial
C i
C i
y
y g
g
Real
Real-
-time
time
data flow
data flow Mirrored
Mirrored Virtuality
Virtuality: [
: [Time (Events)
Time (Events)
–
– No
No-
-Space (Digital Places)
Space (Digital Places) –
– No
No-
-
Matter (Dematerialization)
Matter (Dematerialization)]
]
Mirrored
Mirrored Virtuality
Virtuality: [
: [Time (Events)
Time (Events)
–
– No
No-
-Space (Digital Places)
Space (Digital Places) –
– No
No-
-
Matter (Dematerialization)
Matter (Dematerialization)]
]
Meta Horizon Worlds
Meta Horizon Worlds
Microsoft Mesh
Microsoft Mesh
Augmented Reality +
Augmented Reality +
Mirrored
Mirrored Virtuality
Virtuality
Augmented Reality +
Augmented Reality +
Mirrored
Mirrored Virtuality
Virtuality M t
M t C
C
Computing
Computing
Computing
Computing
Decentralization Technology Innovation
Decentralization Technology Innovation
Decentralization Technology Innovation
Decentralization Technology Innovation
Mixed Reality =
Mixed Reality =
Augmented (Reality
Augmented (Reality
+
+ Virtuality
Virtuality)
)
Mixed Reality =
Mixed Reality =
Augmented (Reality
Augmented (Reality
+
+ Virtuality
Virtuality)
)
Physical
Physical Virtuality
Virtuality: [
: [Time (Events)
Time (Events) –
– No
No-
-
Space (Digital Places)
Space (Digital Places) –
– Matter
Matter
(Substances)
(Substances)] or Mirrored
] or Mirrored Virtuality
Virtuality
Physical
Physical Virtuality
Virtuality: [
: [Time (Events)
Time (Events) –
– No
No-
-
Space (Digital Places)
Space (Digital Places) –
– Matter
Matter
(Substances)
(Substances)] or Mirrored
] or Mirrored Virtuality
Virtuality
Mirrored
Mirrored Virtuality
Virtuality
Mirrored
Mirrored Virtuality
Virtuality
Warped Reality:
Warped Reality:
[
[No
No Time
Time
Warped Reality:
Warped Reality:
[
[No
No Time
Time
Alternate Reality:
Alternate Reality:
[
[No
No Time
Time
Alternate Reality:
Alternate Reality:
[
[No
No Time
Time
Internet of
Internet of Metaverse
Metaverse
Metaverse
Metaverse Commerce
Commerce
Metaverse
Metaverse Building Engine Innovation
Building Engine Innovation
Metaverse
Metaverse Building Engine Innovation
Building Engine Innovation
3D Modeling
3D Modeling
3D Modeling
3D Modeling
[
[No
No-
-Time
Time
(Autonomous)
(Autonomous) –
–
Space (Places)
Space (Places) –
–
Matter (Substances)
Matter (Substances)]
]
[
[No
No-
-Time
Time
(Autonomous)
(Autonomous) –
–
Space (Places)
Space (Places) –
–
Matter (Substances)
Matter (Substances)]
]
[
[No
No-
-Time
Time
(Autonomous)
(Autonomous) –
– Space
Space
(Places)
(Places) –
– No
No-
-Matter
Matter
(Dematerialization)
(Dematerialization)]
]
[
[No
No-
-Time
Time
(Autonomous)
(Autonomous) –
– Space
Space
(Places)
(Places) –
– No
No-
-Matter
Matter
(Dematerialization)
(Dematerialization)]
]
GIS
GIS
GIS
GIS
Reference
Thank you!
Thank you!

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Edge AI for Spatial Computing TiiQuTalks

  • 1. Edge AI for Spatial Computing: A key metaverse enabler? TiiQuTalks Event May 11 Wed, 2022, 17:00 – 18:30 BST (UK) / 12:00 – 13:30 EST (US) Edge Artificial Intelligence (Edge AI) is the future of Artificial Intelligence What it simply Edge Artificial Intelligence (Edge AI) is the future of Artificial Intelligence. What it simply means is in Edge AI, the AI algorithms are processed at the local level i.e., Edge AI takes and processed the data to the nearest point of user interaction whether it be a computer or an Edge server, or any other device. Spatial computing is the digitization of physical world to form a digitally represented real world in which human can interaction with machines, people, objects, and the environments. Thus, the spatial computing is the next step in the ongoing convergence of the physical and digital worlds. Metaverse is a new digital revolution that combines physical and digital space to form an immersive and augmented metaverse space. Metaverse has the potential to become a multi trillion-dollar part of the world economy. We will explore potential synergetic integration of Edge AI spatial computing and metaverse in will explore potential synergetic integration of Edge AI, spatial computing, and metaverse in this event. Agenda: Subjectmatterexpertswilldiscuss: 1 Wh t th d i f d ti d d AI? 1.WhatarethedriversofedgecomputingandedgeAI? 2.HowedgeAIcanbeintegratedwithIoT,blockchain,and5G? 3.WhichisthebestIndustry-wideedgeAIusecase? 4.Whatisthespatialcomputing? Howspatialcomputingcanbeintegratedwithextendedreality? p p g g y 5.HowedgeAIisrelatedtothespatialcomputing? 6.HowedgeAIbasedspatialcomputingcansupportmetaverseapplications?
  • 2.
  • 3. Edge computing refers to the transition of compute and storage resources closer to endpoint devices in order to reduce application latency improve Edge Computing Introduction closer to endpoint devices in order to reduce application latency, improve service capabilities, and improve compliance with security or data privacy requirements. Edge computing provides a cloud-like distributed service that offers orchestration and management for applications among many types of storage and compute resources. As a result, some implementations of edge computing have been referred to as the edge cloud. Edge computing is a distributed computing paradigm: computation is f d di ib d d i d k d i d performed on distributed device nodes known as smart devices or edge devices. Edge computing is critical to the realization of physical computing (e g IoT) Edge computing is critical to the realization of physical computing (e.g., IoT), smart cities, ubiquitous computing, augmented reality and digital transactions.
  • 4. Edge AI is the deployment of AI applications on the edge computing devices. Edge AI Introduction Edge AI provides a privacy-preserving federated learning: A federated learning system trains a machine learning model based on data generated from large numbers of users interacting with their devices while the generated from large numbers of users interacting with their devices while the users maintain their data locally in their devices. Edge AI provides a blockchain-based decentralized parallel edge machine Edge AI provides a blockchain-based decentralized parallel edge machine learning: machine learning that is performed at blockcahin nodes where local training datasets are generated to build AI models.
  • 5. Spatial computing extends computing power into the space around us to provide the new experiences through interaction with the spatial objects and Spatial Computing Introduction provide the new experiences through interaction with the spatial objects and environments. According to Wikipedia, spatial computing is the digitalization of physical world According to Wikipedia, spatial computing is the digitalization of physical world to form a digitally represented real world in which human can interaction with machines, people, objects, and the environments. Thus, the spatial computing is the next step in the ongoing convergence of the physical and digital worlds. Spatial computing integrates reality technologies like virtual reality (VR) and augmented reality (AR) to interface with both the virtual and the physical world at the same time. Spatial computing can provide 3D models for building a metaverse world: 3D models can be produced by scanning real world objects and mapping the models can be produced by scanning real-world objects and mapping the locations and space. Edge AI for the spatial computing enables the spatial computing power with Edge AI for the spatial computing enables the spatial computing power with contextual intelligence: contextually aware interaction with a metaverse world.
  • 6. The Metaverse architecture features the immersive and real-time physical- virtual world interaction supported by the metaverse technical engine layer. The Metaverse Infrastructure/System Architecture pp y g y supporting metaverse infrastructure ensures that the metaverse is scalable, enables ubiquitous access, and is trustworthy for users. Source. Realizing the Metaverse with Edge Intelligence: https://arxiv.org/pdf/2201.01634v1.pdf
  • 7. Reference: Metaverse Present and Future Infographics Metaverse = Physical + Virtual Converged World Metaverse = Physical + Virtual Converged World Physical World Physical World ( ) ( ) S ( ) S ( ) Virtual World Virtual World Vi li Vi li [ [N N Ti (A ) Ti (A ) N N S (Di i l S (Di i l People can interact freely in a People can interact freely in a variety of ways and forms with variety of ways and forms with one another, digital objects, one another, digital objects, robots and environments for a robots and environments for a Technology Innovation Technology Innovation Reality Technology Innovation Reality Technology Innovation Reality Technology Innovation Reality Technology Innovation Reality: [ Reality: [Time (Events) Time (Events) – – Space (Places) Space (Places) – – Matter (Substances) Matter (Substances)] ] Virtuality Virtuality [ [No No- -Time (Autonomous) Time (Autonomous) – – No No- -Space (Digital Space (Digital Places) Places) – – No No- -Matter (Dematerialization) Matter (Dematerialization)] ] Me Me Surrogate Surrogate Robot Robot robots, and environments for a robots, and environments for a variety of variety of metaverse metaverse experiences experiences: : Immersive experience Enhanced emotional (fantasy/sensation/sense of presence) experience NFT NFT Creator Economy Creator Economy Virtual Goods/Land Sale Virtual Goods/Land Sale XR Devices, HCI, Digital Senses XR Devices, HCI, Digital Senses XR Devices, HCI, Digital Senses XR Devices, HCI, Digital Senses You You Digital People/Objects/Places/Environments Digital People/Objects/Places/Environments Digital Me (Avatar) Digital Me (Avatar) Digital You Digital You Active interaction experience Real to virtual/Virtual to real cross connected experience Creative community participation (co-creation) experience commerce/monetization AI Digital Human Innovation AI Digital Human Innovation AI Digital Human Innovation AI Digital Human Innovation Augmented Augmented Virtuality Virtuality: [ : [No No- -Time (Autonomous) Time (Autonomous) – – No No- -Space (Digital Space (Digital Places) Places) – – Matter (Substances) Matter (Substances)] ] Augmented Augmented Virtuality Virtuality: [ : [No No- -Time (Autonomous) Time (Autonomous) – – No No- -Space (Digital Space (Digital Places) Places) – – Matter (Substances) Matter (Substances)] ] Augmented Reality: Augmented Reality: [ [Time (Events) Time (Events) – – Space Space (Places) (Places) – – No No- -Matter Matter (Dematerialization) (Dematerialization)] ] Augmented Reality: Augmented Reality: [ [Time (Events) Time (Events) – – Space Space (Places) (Places) – – No No- -Matter Matter (Dematerialization) (Dematerialization)] ] Physical Twin Physical Twin Digital Twin Digital Twin 3D GPS NAVI 3D GPS NAVI commerce/monetization experience Massive sharing/engagement experience Metaverse Metaverse Tour Tour Metaverse Metaverse Applications Applications ICT/Digital Technology Innovation ICT/Digital Technology Innovation ICT/Digital Technology Innovation ICT/Digital Technology Innovation 5G 5G IoT IoT Spatial C i C i 5G 5G IoT IoT Spatial C i C i y y g g Real Real- -time time data flow data flow Mirrored Mirrored Virtuality Virtuality: [ : [Time (Events) Time (Events) – – No No- -Space (Digital Places) Space (Digital Places) – – No No- - Matter (Dematerialization) Matter (Dematerialization)] ] Mirrored Mirrored Virtuality Virtuality: [ : [Time (Events) Time (Events) – – No No- -Space (Digital Places) Space (Digital Places) – – No No- - Matter (Dematerialization) Matter (Dematerialization)] ] Meta Horizon Worlds Meta Horizon Worlds Microsoft Mesh Microsoft Mesh Augmented Reality + Augmented Reality + Mirrored Mirrored Virtuality Virtuality Augmented Reality + Augmented Reality + Mirrored Mirrored Virtuality Virtuality M t M t C C Computing Computing Computing Computing Decentralization Technology Innovation Decentralization Technology Innovation Decentralization Technology Innovation Decentralization Technology Innovation Mixed Reality = Mixed Reality = Augmented (Reality Augmented (Reality + + Virtuality Virtuality) ) Mixed Reality = Mixed Reality = Augmented (Reality Augmented (Reality + + Virtuality Virtuality) ) Physical Physical Virtuality Virtuality: [ : [Time (Events) Time (Events) – – No No- - Space (Digital Places) Space (Digital Places) – – Matter Matter (Substances) (Substances)] or Mirrored ] or Mirrored Virtuality Virtuality Physical Physical Virtuality Virtuality: [ : [Time (Events) Time (Events) – – No No- - Space (Digital Places) Space (Digital Places) – – Matter Matter (Substances) (Substances)] or Mirrored ] or Mirrored Virtuality Virtuality Mirrored Mirrored Virtuality Virtuality Mirrored Mirrored Virtuality Virtuality Warped Reality: Warped Reality: [ [No No Time Time Warped Reality: Warped Reality: [ [No No Time Time Alternate Reality: Alternate Reality: [ [No No Time Time Alternate Reality: Alternate Reality: [ [No No Time Time Internet of Internet of Metaverse Metaverse Metaverse Metaverse Commerce Commerce Metaverse Metaverse Building Engine Innovation Building Engine Innovation Metaverse Metaverse Building Engine Innovation Building Engine Innovation 3D Modeling 3D Modeling 3D Modeling 3D Modeling [ [No No- -Time Time (Autonomous) (Autonomous) – – Space (Places) Space (Places) – – Matter (Substances) Matter (Substances)] ] [ [No No- -Time Time (Autonomous) (Autonomous) – – Space (Places) Space (Places) – – Matter (Substances) Matter (Substances)] ] [ [No No- -Time Time (Autonomous) (Autonomous) – – Space Space (Places) (Places) – – No No- -Matter Matter (Dematerialization) (Dematerialization)] ] [ [No No- -Time Time (Autonomous) (Autonomous) – – Space Space (Places) (Places) – – No No- -Matter Matter (Dematerialization) (Dematerialization)] ] GIS GIS GIS GIS